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Prospective Study
Copyright: ©Author(s) 2026.
World J Diabetes. Apr 15, 2026; 17(4): 117215
Published online Apr 15, 2026. doi: 10.4239/wjd.v17.i4.117215
Table 1 Baseline characteristics of the study participants
Variable
Total (n = 7702)
Incident diabetes (-; n = 6008)
Incident diabetes (+; n = 1694)
P value
Age (years)51.7 ± 8.851.3 ± 8.852.8 ± 8.5< 0.001
Female4089 (53.1)3233 (53.8)856 (50.5)0.017
Current smoking1917 (25.2)1457 (24.6)460 (27.4)0.018
Heavy alcohol drink732 (9.8)541 (9.3)191 (11.6)0.007
Physical activity4522 (59.7)3533 (59.9)989 (59.3)0.652
Family history of diabetes773 (10.0)546 (9.1)227 (13.4)< 0.001
Hypertension970 (12.6)619 (10.3)351 (20.7)< 0.001
Hyperlipidemia697 (9.1)506 (8.4)191 (11.3)< 0.001
Cardiovascular disease163 (2.1)125 (2.1)38 (2.2)0.682
Chronic kidney disease167 (2.2)121 (2.0)46 (2.7)0.088
Fatty liver1563 (20.4)1005 (16.8)558 (33.2)< 0.001
eGFR (mL/minute/1.73 m2)91.5 ± 16.791.6 ± 16.591.1 ± 17.30.235
Body mass index (kg/m2)24.4 ± 3.124.2 ± 3.025.3 ± 3.2< 0.001
Waist circumference (cm)82.1 ± 8.781.4 ± 8.684.7 ± 8.6< 0.001
Systolic blood pressure (mmHg)120.5 ± 18.0119.2 ± 17.7124.9 ± 18.3< 0.001
Diastolic blood pressure (mmHg)79.9 ± 11.479.2 ± 11.382.5 ± 11.2< 0.001
Fasting plasma glucose (mg/dL)82.6 ± 8.581.5 ± 7.886.5 ± 9.7< 0.001
Post-load glucose 120 minutes (mg/dL)114.0 ± 30.0108.4 ± 26.8133.7 ± 32.6< 0.001
Fasting serum insulin (μIU/mL)7.55 ± 4.787.44 ± 4.727.95 ± 4.96< 0.001
Glycated hemoglobin5.54 ± 0.345.49 ± 0.325.74 ± 0.34< 0.001
Total cholesterol (mg/dL)189.3 ± 34.0187.9 ± 34.0194.2 ± 33.7< 0.001
HDL-C (mg/dL)45.0 ± 10.145.5 ± 10.143.2 ± 9.7< 0.001
Triglycerides (mg/dL)152.7 ± 84.1144.4 ± 77.5182.1 ± 98.8< 0.001
Sampson-NIH2 LDL-C (mg/dL)117.2 ± 30.8116.7 ± 30.8119.0 ± 30.70.006
Non-HDL-C (mg/dL)144.3 ± 33.2142.4 ± 33.1151.0 ± 33.0< 0.001
Remnant cholesterol (mg/dL)27.1 ± 13.925.7 ± 12.832.0 ± 16.2< 0.001
Blood urea nitrogen (mg/dL)14.3 ± 3.614.2 ± 3.614.4 ± 3.70.022
Creatinine (mg/dL)0.84 ± 0.190.84 ± 0.190.85 ± 0.200.042
Aspartate aminotransferase (U/L)29.1 ± 16.828.7 ± 17.030.5 ± 15.0< 0.001
Alanine aminotransferase (U/L)26.9 ± 21.725.7 ± 19.631.0 ± 27.6< 0.001
γ-glutamyl transpeptidase (U/L)31.9 ± 58.028.5 ± 42.444.0 ± 93.5< 0.001
Table 2 Association of remnant cholesterol with incident type 2 diabetes
Model
Total cholesterol
Triglycerides
Sampson-NIH2 LDL-C
Non-HDL cholesterol
Remnant cholesterol
11.20 (1.14-1.26)1.35 (1.30-1.39)1.08 (1.03-1.14)1.27 (1.22-1.34)1.36 (1.31-1.40)
21.19 (1.13-1.24)1.34 (1.29-1.38)1.08 (1.03-1.13)1.26 (1.20-1.32)1.35 (1.30-1.40)
31.10 (1.05-1.16)1.25 (1.20-1.30)1.02 (0.97-1.07)1.15 (1.10-1.21)1.26 (1.21-1.31)
41.04 (0.99-1.09)1.25 (1.20-1.30)0.97 (0.92-1.02)1.10 (1.04-1.16)1.25 (1.20-1.30)
Table 3 Comparison of predictive performance of lipid parameters for incident type 2 diabetes

All (n = 7304)
Triglyceride < 400 mg/dL (n = 7172)
Triglyceride ≥ 400 mg/dL (n = 132)
IDI
    Remnant cholesterol vs triglycerides0.001 (-0.005 to 0.006)-0.001 (-0.007 to 0.004)0.004 (-0.053 to 0.049)
    Remnant cholesterol vs non-HDL-C0.033 (-0.038 to 0.093)0.050 (0.015-0.120)-0.006 (-0.110 to 0.085)
NRI
    Remnant cholesterol vs triglycerides0.061 (-0.433 to 0.567)0.076 (-0.471 to 0.478)0.542 (-1.306 to 1.797)
    Remnant cholesterol vs non-HDL-C0.351 (-0.127 to 0.699)0.534 (0.096-0.882)-0.470 (-1.758 to 0.990)